Top 40
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Single-cell
Computational methods resolve cell states, niches and interactions from single-cell data
Multimodal single-cell and spatial datasets now support niche-aware cell typing, allele-aware decomposition and immune digital twins.
Tools & infrastructure
Reproducible open pipelines and accelerated algorithms for sequencing data analysis
Preprints release reproducible pipelines and GPU-accelerated tools spanning single-cell multiome, copy number, ancient DNA and nanopore QC.
Single-cell
Evaluation design choices shape what single-cell and omics benchmarks actually measure
Reported model gains increasingly hinge on baselines, endpoints, and information contracts rather than on the model alone.
Structural bio & protein design
Physics and learning models couple to structure prediction for ligand and binder design
Recent preprints and publications combine structure predictors, reinforcement learning, and molecular dynamics for design and binding prediction.
ML / AI methods
Neural dynamics models are checked against known ground-truth structure
Recent preprints test whether learned latent structure and feature gates in neural models actually recover the dynamics they claim to reveal.